Visual scenes are a demanding test of any framework that claims to model systems rather than lists of objects. An image has parts, behaviors, and — most importantly — emergent properties that only appear when the parts interact. That is exactly what the 3x3 framework was built to handle.

This page is a worked example. The framework is general — it models markets, supply chains, technologies, organizations, regions, theaters. The image domain gives us somewhere to test it against ground truth and against frontier LLMs.

For the methodology in plain English, see The 3x3 framework, explained →. For the same framework applied to a non-image domain, see the Markets as systems → and SpaceX → worked examples.

The test

We tested the 3x3 framework on five planetary surface images, each requiring a structural classification (Earth or Mars) that depends on context rather than on object labels.

The test is not the point. The point is the error mode. Both frontier models rely on object-level features — texture, color, surface appearance — and miss the contextual cues (atmosphere, scale, weathering, biological or human traces) that distinguish the two regimes. The 3x3 framework’s structural prior makes those contextual cues visible.

That is the same advantage that lets the framework find inflections 30 to 90 days ahead in a market or a supply chain. It sees the structure, not just the objects.

The full per-image analysis, with the framework’s reasoning on each one, is in the Earth-vs-Mars study →.

What this section is, and is not

This section is a worked example of the methodology in a domain where the answers are checkable. It is not a stand-alone product page. The 3x3 Institute does not primarily sell image analysis — we sell a methodology for modeling complex systems and forecasting their trajectory.

If the image work is what brought you here, the same framework that scored 5/5 on a planetary classification is the framework that models a market in transition, a supply chain at risk, and a patent portfolio’s vulnerabilities. The image domain is where the methodology is most testable. The strategic domains are where it is most useful.

For engagements in your domain, see How we work with you →. To start a conversation, get in touch →.